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codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

llama3.2:1b

llama · 1.2B · Q8_0

Good

Mar 1, 2026 · Apple M4

Global Score
74 vs 63
Hardware Fit
91 vs 100
Quality Score
62 vs 39

Hardware

codegemma:7b llama3.2:1b
MachineMacBook Air—
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

codegemma:7b llama3.2:1b
Tokens/sec18.728.2
TTFT320 ms199 ms
Load time0.8 s1.8 s
Memory usage8.7 GB4.3 GB
Memory %27%13%

HW Fit Score Breakdown

codegemma:7b

Speed
31/40
TTFT
30/30
Memory
30/30

llama3.2:1b

Speed
40/40
TTFT
30/30
Memory
30/30

Quality

codegemma:7b

Reasoning
1/20
Coding
14/20
Instruction
13/20
Structured
15/15
Math
10/15
Multilingual
9/10
Reasoning: Poor Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

llama3.2:1b

Reasoning
4/20
Coding
0/20
Instruction
14/20
Structured
13/15
Math
1/15
Multilingual
7/10
Reasoning: Poor Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate
View codegemma:7b details | View llama3.2:1b details

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